{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Домашнее задание \"Временные ряды, общая теория\" (Знакомство с временными рядами)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.stats import boxcox\n",
    "import statsmodels.tsa.api as smt\n",
    "from statsmodels.tsa.stattools import adfuller, acf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def test_stationarity(timeseries):\n",
    "    \"\"\" Проверка временного ряда на стационарность\n",
    "    \"\"\"\n",
    "    print('Results of Dickey-Fuller Test:')\n",
    "    dftest = adfuller(timeseries, autolag='AIC')\n",
    "    dfoutput = pd.Series(dftest[0:4], index=['Test Statistic', 'p-value', '#Lags Used', 'Number of Observations Used'])\n",
    "    for [key, value] in dftest[4].items():\n",
    "        dfoutput['Critical Value (%s)' % key] = value\n",
    "    print(dfoutput)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def tsplot(tseries, lags=None):\n",
    "    \"\"\" Проверка ряда на стационарность и вывод графика автокоррелации и частной автокорреляции\n",
    "    \"\"\"\n",
    "    \n",
    "    test_stationarity(tseries)\n",
    "    if not isinstance(tseries, pd.Series):\n",
    "        tseries = pd.Series(tseries)\n",
    "        \n",
    "    f, axes = plt.subplots(3, 1, figsize=(14,10))\n",
    "    \n",
    "    series_ax = axes[0]\n",
    "    acf_ax = axes[1]\n",
    "    pacf_ax = axes[2]\n",
    "    \n",
    "    tseries.plot(ax=series_ax)\n",
    "    \n",
    "    smt.graphics.plot_acf(tseries, ax=acf_ax, lags=lags, alpha=0.05)\n",
    "    smt.graphics.plot_pacf(tseries, ax=pacf_ax)\n",
    "    \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1 Анализ и приведение к стационарному ряду данных продаж компании"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results of Dickey-Fuller Test:\n",
      "Test Statistic                  0.654715\n",
      "p-value                         0.988889\n",
      "#Lags Used                     12.000000\n",
      "Number of Observations Used    64.000000\n",
      "Critical Value (1%)            -3.536928\n",
      "Critical Value (5%)            -2.907887\n",
      "Critical Value (10%)           -2.591493\n",
      "dtype: float64\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\statsmodels\\regression\\linear_model.py:1434: RuntimeWarning: invalid value encountered in sqrt\n",
      "  return rho, np.sqrt(sigmasq)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sales_of_company_x = pd.read_csv(\"Series/monthly-sales-of-company-x-jan-6.csv\")\n",
    "tseries = sales_of_company_x['Count']\n",
    "tsplot(tseries)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Тест Дики-Фуллера не отвергает нулевую гипотезу о нестационарности ряда. При этом по графику данных видно, что с увеличением времени увеличивается размер колебания возле тренда. Это может говорить о мультипликативной схеме формирования значений  ряда и наличии тредна по дисперсии.\n",
    "\n",
    "Для сглаживания тенденции дисперсии применим преобразование Бокса-Кокса"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "tseries_boxcox = boxcox(tseries, lmbda=0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results of Dickey-Fuller Test:\n",
      "Test Statistic                 -0.895419\n",
      "p-value                         0.789477\n",
      "#Lags Used                     12.000000\n",
      "Number of Observations Used    64.000000\n",
      "Critical Value (1%)            -3.536928\n",
      "Critical Value (5%)            -2.907887\n",
      "Critical Value (10%)           -2.591493\n",
      "dtype: float64\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\statsmodels\\regression\\linear_model.py:1434: RuntimeWarning: invalid value encountered in sqrt\n",
      "  return rho, np.sqrt(sigmasq)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tsplot(tseries_boxcox)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Тенденция по дисперции убрана, но осталась тендеция среднего значения. Тест Дика-Фуллера не пройден. Так как закон формирования значений похож на линейный, то тенденцию среднего можно убрать с помощью дифференцирования первого порядка"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "tseries_diff = np.diff(tseries_boxcox, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results of Dickey-Fuller Test:\n",
      "Test Statistic                 -3.140951\n",
      "p-value                         0.023667\n",
      "#Lags Used                     11.000000\n",
      "Number of Observations Used    64.000000\n",
      "Critical Value (1%)            -3.536928\n",
      "Critical Value (5%)            -2.907887\n",
      "Critical Value (10%)           -2.591493\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tsplot(tseries_diff)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "После диффиринцирования первого уровня тест Дики-Фуллера пройден, но в графике данных наблюдается сезонность размером в 12 месяцев. Попробуем убрать ее."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results of Dickey-Fuller Test:\n",
      "Test Statistic                -7.629771e+00\n",
      "p-value                        2.023361e-11\n",
      "#Lags Used                     1.100000e+01\n",
      "Number of Observations Used    5.300000e+01\n",
      "Critical Value (1%)           -3.560242e+00\n",
      "Critical Value (5%)           -2.917850e+00\n",
      "Critical Value (10%)          -2.596796e+00\n",
      "dtype: float64\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\statsmodels\\regression\\linear_model.py:1434: RuntimeWarning: invalid value encountered in sqrt\n",
      "  return rho, np.sqrt(sigmasq)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tseries_diff_season = np.diff(tseries_boxcox, 12)\n",
    "tsplot(tseries_diff_season)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2 Анализ и приведение к стационарному ряду данных о ежемесячных бостонских ограблениях"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "robberies_in_boston = pd.read_csv(\"Series/monthly-boston-armed-robberies-j.csv\")\n",
    "tseries = robberies_in_boston['Count']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results of Dickey-Fuller Test:\n",
      "Test Statistic                   1.001102\n",
      "p-value                          0.994278\n",
      "#Lags Used                      11.000000\n",
      "Number of Observations Used    106.000000\n",
      "Critical Value (1%)             -3.493602\n",
      "Critical Value (5%)             -2.889217\n",
      "Critical Value (10%)            -2.581533\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tsplot(tseries)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "По полученным данным можно сказать, что присутствует тенденции среднего и дисперсии. Сезонность и циклы неочевидны. Поэтому для начала применим преобразование Бокса-Кокса для устранения тенденции дисперсии"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results of Dickey-Fuller Test:\n",
      "Test Statistic                  -1.983246\n",
      "p-value                          0.293967\n",
      "#Lags Used                      10.000000\n",
      "Number of Observations Used    107.000000\n",
      "Critical Value (1%)             -3.492996\n",
      "Critical Value (5%)             -2.888955\n",
      "Critical Value (10%)            -2.581393\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tseries_boxcox = boxcox(tseries, lmbda=0.01)\n",
    "tsplot(tseries_boxcox)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Тенденция дисперсии убрана, тест Дики-Фулера показал более лучшие результаты. Теперь уберем тенденцию среднего с помощью дифференцирования первого уровня"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results of Dickey-Fuller Test:\n",
      "Test Statistic                -7.589353e+00\n",
      "p-value                        2.555826e-11\n",
      "#Lags Used                     3.000000e+00\n",
      "Number of Observations Used    1.130000e+02\n",
      "Critical Value (1%)           -3.489590e+00\n",
      "Critical Value (5%)           -2.887477e+00\n",
      "Critical Value (10%)          -2.580604e+00\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tseries_diff = np.diff(tseries_boxcox, 1)\n",
    "tsplot(tseries_diff)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Тест Дики-Фуллера пройден, график данных похож на стационарный ряд."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3 Анализ и приведение к стационарному виду ряда закрытия промышленного индекса Доу-Джонса"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "dowjones_closing = pd.read_csv(\"Series/weekly-closings-of-the-dowjones-.csv\")\n",
    "tseries = dowjones_closing['Close']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results of Dickey-Fuller Test:\n",
      "Test Statistic                  -1.314625\n",
      "p-value                          0.622455\n",
      "#Lags Used                       0.000000\n",
      "Number of Observations Used    161.000000\n",
      "Critical Value (1%)             -3.471633\n",
      "Critical Value (5%)             -2.879665\n",
      "Critical Value (10%)            -2.576434\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tsplot(tseries)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Из графика данных и коррелограммы можно сделать вывод, что даныне имеют тенденцию средного, при этом циклы и тенденция дисперсии не наблюдаются. Тест Дики-Фуллера не пройден. Для приведения ряда к стационарному попробуем просто выполнить дифференцирование первого уровня."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results of Dickey-Fuller Test:\n",
      "Test Statistic                -1.302521e+01\n",
      "p-value                        2.407586e-24\n",
      "#Lags Used                     0.000000e+00\n",
      "Number of Observations Used    1.600000e+02\n",
      "Critical Value (1%)           -3.471896e+00\n",
      "Critical Value (5%)           -2.879780e+00\n",
      "Critical Value (10%)          -2.576495e+00\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tseries_diff = np.diff(tseries, 1)\n",
    "tsplot(tseries_diff)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Теперь тест Дики-Фуллера пройден график данных похож на стационарный ряд."
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
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   "name": "python3"
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    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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